{"id":"W4391351581","doi":"10.2175/193864718825159068","title":"Dynamic Process Modelling for Aeration Blower Design at the Humber Treatment Plant","year":2023,"lang":"en","type":"article","venue":"Proceedings of the Water Environment Federation","topic":"Modeling, Simulation, and Optimization","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aeration; Process (computing); Process design; Process engineering; Computer science; Environmental science; Engineering; Waste management; Process integration","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004644384,0.0001731397,0.0001448434,0.00004284232,0.0007189483,0.00009557424,0.000115273,0.00007806705,0.00003288258],"category_scores_gemma":[0.00002192817,0.00008180272,0.00008424251,0.00005302903,0.00003175421,0.000216521,0.00004131759,0.00003339434,0.00001358295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001961436,"about_ca_system_score_gemma":0.000009100713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003402554,"about_ca_topic_score_gemma":0.000008795097,"domain_scores_codex":[0.9988723,0.00001450243,0.000357129,0.0002527426,0.0002985853,0.0002047182],"domain_scores_gemma":[0.9995309,0.00008080628,0.0001852784,0.0001199028,0.00006116833,0.00002200148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008660489,0.0000688498,0.0001335444,0.00006595622,0.00003363781,2.872794e-8,0.005395166,0.9862372,0.007152014,0.000411128,0.0003221438,0.00009374369],"study_design_scores_gemma":[0.0004181055,0.00006418963,0.00001209914,0.0000219436,0.00008304481,9.043629e-7,0.0002070808,0.8860844,0.09437444,0.01841783,0.0002071295,0.0001088144],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7420464,0.000008465556,0.2546724,0.00109502,0.00008572757,0.001915499,0.00001146056,0.0000684498,0.00009658808],"genre_scores_gemma":[0.987464,0.00006098397,0.007668378,0.00002869704,0.00005363358,0.0003968761,0.0001140464,0.0000399538,0.004173495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2470041,"threshold_uncertainty_score":0.5529642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0635418890175653,"score_gpt":0.2708469379531623,"score_spread":0.207305048935597,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}